hicustomerID,gender,SeniorCitizen,Partner,Dependents,tenure,PhoneService,MultipleLines,InternetServi...

Question

hicustomerID,gender,SeniorCitizen,Partner,Dependents,tenure,PhoneService,MultipleLines,InternetService,OnlineSecurity,OnlineBackup,DeviceProtection,TechSupport,StreamingTV,StreamingMovies,Contract,PaperlessBilling,PaymentMethod,MonthlyCharges,TotalCharges,Churn 7590-VHVEG,Female,0,Yes,No,1,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,Yes,Electronic check,29.85,29.85,No 5575-GNVDE,Male,0,No,No,34,Yes,No,DSL,Yes,No,Yes,No,No,No,One year,No,Mailed check,56.95,1889.5,No 3668-QPYBK,Male,0,No,No,2,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Mailed check,53.85,108.15,Yes 7795-CFOCW,Male,0,No,No,45,No,No phone service,DSL,Yes,No,Yes,Yes,No,No,One year,No,Bank transfer (automatic),42.3,1840.75,No 9237-HQITU,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,70.7,151.65,Yes 9305-CDSKC,Female,0,No,No,8,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.65,820.5,Yes 1452-KIOVK,Male,0,No,Yes,22,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Credit card (automatic),89.1,1949.4,No 6713-OKOMC,Female,0,No,No,10,No,No phone service,DSL,Yes,No,No,No,No,No,Month-to-month,No,Mailed check,29.75,301.9,No 7892-POOKP,Female,0,Yes,No,28,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,104.8,3046.05,Yes 6388-TABGU,Male,0,No,Yes,62,Yes,No,DSL,Yes,Yes,No,No,No,No,One year,No,Bank transfer (automatic),56.15,3487.95,No 9763-GRSKD,Male,0,Yes,Yes,13,Yes,No,DSL,Yes,No,No,No,No,No,Month-to-month,Yes,Mailed check,49.95,587.45,No 7469-LKBCI,Male,0,No,No,16,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),18.95,326.8,No 8091-TTVAX,Male,0,Yes,No,58,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,One year,No,Credit card (automatic),100.35,5681.1,No 0280-XJGEX,Male,0,No,No,49,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),103.7,5036.3,Yes 5129-JLPIS,Male,0,No,No,25,Yes,No,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,105.5,2686.05,No 3655-SNQYZ,Female,0,Yes,Yes,69,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,Yes,Yes,Two year,No,Credit card (automatic),113.25,7895.15,No 8191-XWSZG,Female,0,No,No,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.65,1022.95,No 9959-WOFKT,Male,0,No,Yes,71,Yes,Yes,Fiber optic,Yes,No,Yes,No,Yes,Yes,Two year,No,Bank transfer (automatic),106.7,7382.25,No 4190-MFLUW,Female,0,Yes,Yes,10,Yes,No,DSL,No,No,Yes,Yes,No,No,Month-to-month,No,Credit card (automatic),55.2,528.35,Yes 4183-MYFRB,Female,0,No,No,21,Yes,No,Fiber optic,No,Yes,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,90.05,1862.9,No 8779-QRDMV,Male,1,No,No,1,No,No phone service,DSL,No,No,Yes,No,No,Yes,Month-to-month,Yes,Electronic check,39.65,39.65,Yes 1680-VDCWW,Male,0,Yes,No,12,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Bank transfer (automatic),19.8,202.25,No 1066-JKSGK,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Mailed check,20.15,20.15,Yes 3638-WEABW,Female,0,Yes,No,58,Yes,Yes,DSL,No,Yes,No,Yes,No,No,Two year,Yes,Credit card (automatic),59.9,3505.1,No 6322-HRPFA,Male,0,Yes,Yes,49,Yes,No,DSL,Yes,Yes,No,Yes,No,No,Month-to-month,No,Credit card (automatic),59.6,2970.3,No 6865-JZNKO,Female,0,No,No,30,Yes,No,DSL,Yes,Yes,No,No,No,No,Month-to-month,Yes,Bank transfer (automatic),55.3,1530.6,No 6467-CHFZW,Male,0,Yes,Yes,47,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,99.35,4749.15,Yes 8665-UTDHZ,Male,0,Yes,Yes,1,No,No phone service,DSL,No,Yes,No,No,No,No,Month-to-month,No,Electronic check,30.2,30.2,Yes 5248-YGIJN,Male,0,Yes,No,72,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),90.25,6369.45,No 8773-HHUOZ,Female,0,No,Yes,17,Yes,No,DSL,No,No,No,No,Yes,Yes,Month-to-month,Yes,Mailed check,64.7,1093.1,Yes 3841-NFECX,Female,1,Yes,No,71,Yes,Yes,Fiber optic,Yes,Yes,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),96.35,6766.95,No 4929-XIHVW,Male,1,Yes,No,2,Yes,No,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),95.5,181.65,No 6827-IEAUQ,Female,0,Yes,Yes,27,Yes,No,DSL,Yes,Yes,Yes,Yes,No,No,One year,No,Mailed check,66.15,1874.45,No 7310-EGVHZ,Male,0,No,No,1,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Month-to-month,No,Bank transfer (automatic),20.2,20.2,No 3413-BMNZE,Male,1,No,No,1,Yes,No,DSL,No,No,No,No,No,No,Month-to-month,No,Bank transfer (automatic),45.25,45.25,No 6234-RAAPL,Female,0,Yes,Yes,72,Yes,Yes,Fiber optic,Yes,Yes,No,Yes,Yes,No,Two year,No,Bank transfer (automatic),99.9,7251.7,No 6047-YHPVI,Male,0,No,No,5,Yes,No,Fiber optic,No,No,No,No,No,No,Month-to-month,Yes,Electronic check,69.7,316.9,Yes 6572-ADKRS,Female,0,No,No,46,Yes,No,Fiber optic,No,No,Yes,No,No,No,Month-to-month,Yes,Credit card (automatic),74.8,3548.3,No 5380-WJKOV,Male,0,No,No,34,Yes,Yes,Fiber optic,No,Yes,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,106.35,3549.25,Yes 8168-UQWWF,Female,0,No,No,11,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Bank transfer (automatic),97.85,1105.4,Yes 8865-TNMNX,Male,0,Yes,Yes,10,Yes,No,DSL,No,Yes,No,No,No,No,One year,No,Mailed check,49.55,475.7,No 9489-DEDVP,Female,0,Yes,Yes,70,Yes,Yes,DSL,Yes,Yes,No,No,Yes,No,Two year,Yes,Credit card (automatic),69.2,4872.35,No 9867-JCZSP,Female,0,Yes,Yes,17,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,No,Mailed check,20.75,418.25,No 4671-VJLCL,Female,0,No,No,63,Yes,Yes,DSL,Yes,Yes,Yes,Yes,Yes,No,Two year,Yes,Credit card (automatic),79.85,4861.45,No 4080-IIARD,Female,0,Yes,No,13,Yes,Yes,DSL,Yes,Yes,No,Yes,Yes,No,Month-to-month,Yes,Electronic check,76.2,981.45,No 3714-NTNFO,Female,0,No,No,49,Yes,Yes,Fiber optic,No,No,No,No,No,Yes,Month-to-month,Yes,Electronic check,84.5,3906.7,No 5948-UJZLF,Male,0,No,No,2,Yes,No,DSL,No,Yes,No,No,No,No,Month-to-month,No,Mailed check,49.25,97,No 7760-OYPDY,Female,0,No,No,2,Yes,No,Fiber optic,No,No,No,No,Yes,No,Month-to-month,Yes,Electronic check,80.65,144.15,Yes 7639-LIAYI,Male,0,No,No,52,Yes,Yes,DSL,Yes,No,No,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),79.75,4217.8,No 2954-PIBKO,Female,0,Yes,Yes,69,Yes,Yes,DSL,Yes,No,Yes,Yes,No,No,Two year,Yes,Credit card (automatic),64.15,4254.1,No 8012-SOUDQ,Female,1,No,No,43,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Electronic check,90.25,3838.75,No 9420-LOJKX,Female,0,No,No,15,Yes,No,Fiber optic,Yes,Yes,No,No,Yes,Yes,Month-to-month,Yes,Credit card (automatic),99.1,1426.4,Yes 6575-SUVOI,Female,1,Yes,No,25,Yes,Yes,DSL,Yes,No,No,Yes,Yes,No,Month-to-month,Yes,Credit card (automatic),69.5,1752.65,No 7495-OOKFY,Female,1,Yes,No,8,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,Month-to-month,Yes,Credit card (automatic),80.65,633.3,Yes 4667-QONEA,Female,1,Yes,Yes,60,Yes,No,DSL,Yes,Yes,Yes,Yes,No,Yes,One year,Yes,Credit card (automatic),74.85,4456.35,No 1658-BYGOY,Male,1,No,No,18,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,Yes,Electronic check,95.45,1752.55,Yes 8769-KKTPH,Female,0,Yes,Yes,63,Yes,Yes,Fiber optic,Yes,No,No,No,Yes,Yes,One year,Yes,Credit card (automatic),99.65,6311.2,No 5067-XJQFU,Male,1,Yes,Yes,66,Yes,Yes,Fiber optic,No,Yes,Yes,Yes,Yes,Yes,One year,Yes,Electronic check,108.45,7076.35,No 3957-SQXML,Female,0,Yes,Yes,34,Yes,Yes,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Credit card (automatic),24.95,894.3,No 5954-BDFSG,Female,0,No,No,72,Yes,Yes,Fiber optic,No,No,Yes,Yes,Yes,Yes,Two year,Yes,Credit card (automatic),107.5,7853.7,No 0434-CSFON,Female,0,Yes,No,47,Yes,Yes,Fiber optic,No,No,Yes,No,Yes,Yes,Month-to-month,Yes,Electronic check,100.5,4707.1,No 1215-FIGMP,Male,0,No,No,60,Yes,Yes,Fiber optic,No,Yes,No,No,Yes,No,Month-to-month,Yes,Bank transfer (automatic),89.9,5450.7,No 0526-SXDJP,Male,0,Yes,No,72,No,No phone service,DSL,Yes,Yes,Yes,No,No,No,Two year,No,Bank transfer (automatic),42.1,2962,No 0557-ASKVU,Female,0,Yes,Yes,18,Yes,No,DSL,No,No,Yes,Yes,No,No,One year,Yes,Credit card (automatic),54.4,957.1,No 5698-BQJOH,Female,0,No,No,9,Yes,Yes,Fiber optic,No,No,No,No,Yes,Yes,Month-to-month,No,Electronic check,94.4,857.25,Yes 5122-CYFXA,Female,0,No,No,3,Yes,No,DSL,No,Yes,No,Yes,Yes,Yes,Month-to-month,Yes,Electronic check,75.3,244.1,No 8627-ZYGSZ,Male,0,Yes,No,47,Yes,Yes,Fiber optic,No,Yes,No,No,No,No,One year,Yes,Electronic check,78.9,3650.35,No 3410-YOQBQ,Female,0,No,No,31,Yes,No,DSL,No,Yes,Yes,Yes,Yes,Yes,Two year,No,Mailed check,79.2,2497.2,No 3170-NMYVV,Female,0,Yes,Yes,50,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,Two year,No,Bank transfer (automatic),20.15,930.9,No 7410-OIEDU,Male,0,No,No,10,Yes,No,Fiber optic,Yes,No,Yes,No,No,No,Month-to-month,Yes,Mailed check,79.85,887.35,No 2273-QCKXA,Male,0,No,No,1,Yes,No,DSL,No,No,No,Yes,No,No,Month-to-month,No,Mailed check,49.05,49.05,No 0731-EBJQB,Female,0,Yes,Yes,52,Yes,No,No,No internet service,No internet service,No internet service,No internet service,No internet service,No internet service,One year,Yes,Electronic check,20.4,1090.65,No 1891-QRQSA,Male,1,Yes,Yes,64,Yes,Yes,Fiber optic,Yes,No,Yes,Yes,Yes,Yes,Two year,Yes,Bank transfer (automatic),111.6,7099,No 8028-PNXHQ,Male,0,Yes,Yes,62,Yes,Yes

Vicky · Accepted Answer

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import libraries
",
    "import pandas as pd
",
    "import numpy as np
",
    "import matplotlib.pyplot as plt
",
    "import seaborn as sns
",
    "import pandas_profiling
",
    "from sklearn.feature_selection import SelectKBest
",
    "from sklearn.feature_selection import chi2, f_classif, mutual_info_classif
",
    "from sklearn.tree import DecisionTreeClassifier
",
    "from sklearn.model_selection import train_test_split
",
    "from sklearn.metrics import accuracy_score, confusion_matrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. Dataset Construction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "
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       "
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       "    .dataframe tbody tr th:only-of-type {
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       "    .dataframe thead th {
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       "        text-align: right;
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       "    }
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       "
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       "
",
       "  
",
       "    
",
       "      
",
       "      customerID
",
       "      gender
",
       "      SeniorCitizen
",
       "      Partner
",
       "      Dependents
",
       "      tenure
",
       "      PhoneService
",
       "      MultipleLines
",
       "      InternetService
",
       "      OnlineSecurity
",
       "      ...
",
       "      DeviceProtection
",
       "      TechSupport
",
       "      StreamingTV
",
       "      StreamingMovies
",
       "      Contract
",
       "      PaperlessBilling
",
       "      PaymentMethod
",
       "      MonthlyCharges
",
       "      TotalCharges
",
       "      Churn
",
       "    
",
       "  
",
       "  
",
       "    
",
       "      0
",
       "      7590-VHVEG
",
       "      Female
",
       "      0
",
       "      Yes
",
       "      No
",
       "      1
",
       "      No
",
       "      No phone service
",
       "      DSL
",
       "      No
",
       "      ...
",
       "      No
",
       "      No
",
       "      No
",
       "      No
",
       "      Month-to-month
",
       "      Yes
",
       "      Electronic check
",
       "      29.85
",
       "      29.85
",
       "      No
",
       "    
",
       "    
",
       "      1
",
       "      5575-GNVDE
",
       "      Male
",
       "      0
",
       "      No
",
       "      No
",
       "      34
",
       "      Yes
",
       "      No
",
       "      DSL
",
       "      Yes
",
       "      ...
",
       "      Yes
",
       "      No
",
       "      No
",
       "      No
",
       "      One year
",
       "      No
",
       "      Mailed check
",
       "      56.95
",
       "      1889.5
",
       "      No
",
       "    
",
       "    
",
       "      2
",
       "      3668-QPYBK
",
       "      Male
",
       "      0
",
       "      No
",
       "      No
",
       "      2
",
       "      Yes
",
       "      No
",
       "      DSL
",
       "      Yes
",
       "      ...
",
       "      No
",
       "      No
",
       "      No
",
       "      No
",
       "      Month-to-month
",
       "      Yes
",
       "      Mailed check
",
       "      53.85
",
       "      108.15
",
       "      Yes
",
       "    
",
       "    
",
       "      3
",
       "      7795-CFOCW
",
       "      Male
",
       "      0
",
       "      No
",
       "      No
",
       "      45
",
       "      No
",
       "      No phone service
",
       "      DSL
",
       "      Yes
",
       "      ...
",
       "      Yes
",
       "      Yes
",
       "      No
",
       "      No
",
       "      One year
",
       "      No
",
       "      Bank transfer (automatic)
",
       "      42.30
",
       "      1840.75
",
       "      No
",
       "    
",
       "    
",
       "      4
",
       "      9237-HQITU
",
       "      Female
",
       "      0
",
       "      No
",
       "      No
",
       "      2
",
       "      Yes
",
       "      No
",
       "      Fiber optic
",
       "      No
",
       "      ...
",
       "      No
",
       "      No
",
       "      No
",
       "      No
",
       "      Month-to-month
",
       "      Yes
",
       "      Electronic check
",
       "      70.70
",
       "      151.65
",
       "      Yes
",
       "    
",
       "  
",
       "
",
       "5 rows × 21 columns
",
       ""
      ],
      "text/plain": [
       "   customerID  gender  SeniorCitizen Partner Dependents  tenure PhoneService  \
",
       "0  7590-VHVEG  Female              0     Yes         No       1           No   
",
       "1  5575-GNVDE    Male              0      No         No      34          Yes   
",
       "2  3668-QPYBK    Male              0      No         No       2          Yes   
",
       "3  7795-CFOCW    Male              0      No         No      45           No   
",
       "4  9237-HQITU  Female              0      No         No       2          Yes   
",
       "
",
       "      MultipleLines InternetService OnlineSecurity  ... DeviceProtection  \
",
       "0  No phone service             DSL             No  ...               No   
",
       "1                No             DSL            Yes  ...              Yes   
",
       "2                No             DSL            Yes  ...               No   
",
       "3  No phone service             DSL            Yes  ...              Yes   
",
       "4                No     Fiber optic             No  ...               No   
",
       "
",
       "  TechSupport StreamingTV StreamingMovies        Contract PaperlessBilling  \
",
       "0          No          No              No  Month-to-month              Yes   
",
       "1          No          No              No        One year               No   
",
       "2          No          No              No  Month-to-month              Yes   
",
       "3         Yes          No              No        One year               No   
",
       "4          No          No              No  Month-to-month              Yes   
",
       "
",
       "               PaymentMethod MonthlyCharges  TotalCharges Churn  
",
       "0           Electronic check          29.85         29.85    No  
",
       "1               Mailed check          56.95        1889.5    No  
",
       "2               Mailed check          53.85        108.15   Yes  
",
       "3  Bank transfer (automatic)          42.30       1840.75    No  
",
       "4           Electronic check          70.70        151.65   Yes  
",
       "
",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# read file
",
    "data = pd.read_csv('WA_Fn-UseC_-Telco-Customer-Churn.csv')
",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7043, 21)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check number of rows and columns
",
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Drop the unwanted columns from the dataframe
",
    "data.drop(['customerID','MonthlyCharges','OnlineSecurity','StreamingTV','InternetService','Partner'],axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "
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       "
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       "    .dataframe tbody tr th:only-of-type {
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       "        vertical-align: middle;
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       "    .dataframe tbody tr th {
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       "        vertical-align: top;
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       "    .dataframe thead th {
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       "        text-align: right;
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       "    }
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       "
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       "
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       "  
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       "    
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       "      
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       "      gender
",
       "      SeniorCitizen
",
       "      Dependents
",
       "      tenure
",
       "      PhoneService
",
       "      MultipleLines
",
       "      OnlineBackup
",
       "      DeviceProtection
",
       "      TechSupport
",
       "      StreamingMovies
",
       "      Contract
",
       "      PaperlessBilling
",
       "      PaymentMethod
",
       "      TotalCharges
",
       "      Churn
",
       "    
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       "  
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       "  
",
       "    
",
       "      0
",
       "      Female
",
       "      0
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       "      No
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       "      1
",
       "      No
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       "      No phone service
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       "      Yes
",
       "      No
",
       "      No
",
       "      No
",
       "      Month-to-month
",
       "      Yes
",
       "      Electronic check
",
       "      29.85
",
       "      No
",
       "    
",
       "    
",
       "      1
",
       "      Male
",
       "      0
",
       "      No
",
       "      34
",
       "      Yes
",
       "      No
",
       "      No
",
       "      Yes
",
       "      No
",
       "      No
",
       "      One year
",
       "      No
",
       "      Mailed check
",
       "      1889.5
",
       "      No
",
       "    
",
       "    
",
       "      2
",
       "      Male
",
       "      0
",
       "      No
",
       "      2
",
       "      Yes
",
       "      No
",
       "      Yes
",
       "      No
",
       "      No
",
       "      No
",
       "      Month-to-month
",
       "      Yes
",
       "      Mailed check
",
       "      108.15
",
       "      Yes
",
       "    
",
       "    
",
       "      3
",
       "      Male
",
       "      0
",
       "      No
",
       "      45
",
       "      No
",
       "      No phone service
",
       "      No
",
       "      Yes
",
       "      Yes
",
       "      No
",
       "      One year
",
       "      No
",
       "      Bank transfer (automatic)
",
       "      1840.75
",
       "      No
",
       "    
",
       "    
",
       "      4
",
       "      Female
",
       "      0
",
       "      No
",
       "      2
",
       "      Yes
",
       "      No
",
       "      No
",
       "      No
",
       "      No
",
       "      No
",
       "      Month-to-month
",
       "      Yes
",
       "      Electronic check
",
       "      151.65
",
       "      Yes
",
       "    
",
       "  
",
       "
",
       ""
      ],
      "text/plain": [
       "   gender  SeniorCitizen Dependents  tenure PhoneService     MultipleLines  \
",
       "0  Female              0         No       1           No  No phone service   
",
       "1    Male              0         No      34          Yes                No   
",
       "2    Male              0         No       2          Yes                No   
",
       "3    Male              0         No      45           No  No phone service   
",
       "4  Female              0         No       2          Yes                No   
",
       "
",
       "  OnlineBackup DeviceProtection TechSupport StreamingMovies        Contract  \
",
       "0          Yes               No          No              No  Month-to-month   
",
       "1           No              Yes          No              No        One year   
",
       "2          Yes               No          No              No  Month-to-month   
",
       "3           No              Yes         Yes              No        One year   
",
       "4           No               No          No              No  Month-to-month   
",
       "
",
       "  PaperlessBilling              PaymentMethod TotalCharges Churn  
",
       "0              Yes           Electronic check        29.85    No  
",
       "1               No               Mailed check       1889.5    No  
",
       "2              Yes               Mailed check       108.15   Yes  
",
       "3               No  Bank transfer (automatic)      1840.75    No  
",
       "4              Yes           Electronic check       151.65   Yes  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# top 5 rows of data
",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7043, 15)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check shape of data after drop columns
",
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# replace the space with null in dataframe
",
    "data.replace(' ',np.nan,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "
",
      "RangeIndex: 7043 entries, 0 to 7042
",
      "Data columns (total 15 columns):
",
      " #   Column            Non-Null Count  Dtype 
",
      "---  ------            --------------  ----- 
",
      " 0   gender            7043 non-null   object
",
      " 1   SeniorCitizen     7043 non-null   int64 
",
      " 2   Dependents        7043 non-null   object
",
      " 3   tenure            7043 non-null   int64 
",
      " 4   PhoneService      7043 non-null   object
",
      " 5   MultipleLines     7043 non-null   object
",
      " 6   OnlineBackup      7043 non-null   object
",
      " 7   DeviceProtection  7043 non-null   object
",
      " 8   TechSupport       7043 non-null   object
",
      " 9   StreamingMovies   7043 non-null   object
",
      " 10  Contract          7043 non-null   object
",
      " 11  PaperlessBilling  7043 non-null   object
",
      " 12  PaymentMethod     7043 non-null   object
",
      " 13  TotalCharges      7032 non-null   object
",
      " 14  Churn             7043 non-null   object
",
      "dtypes: int64(2), object(13)
",
      "memory usage: 825.5+ KB
"
     ]
    }
   ],
   "source": [
    "# check missing values
",
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# convert TotalCharges column datatype from string to float
",
    "data['TotalCharges'] = data['TotalCharges'].astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "
",
       "
",
       "    .dataframe tbody tr th:only-of-type {
",
       "        vertical-align: middle;
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       "    }
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       "
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       "    .dataframe tbody tr th {
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       "        vertical-align: top;
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       "    }
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       "
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       "    .dataframe thead th {
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       "        text-align: right;
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       "    }
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       "
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       "
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       "  
",
       "    
",
       "      
",
       "      count
",
       "      mean
",
       "      std
",
       "      min
",
       "      25%
",
       "      50%
",
       "      75%
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       "      max
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       "    
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       "  
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       "  
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       "    
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       "      SeniorCitizen
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       "      7043.0
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       "      0.162147
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       "      0.368612
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       "      0.0
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       "      0.00
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       "      0.000
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       "      0.0000
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       "      1.0
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       "    
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       "    
",
       "      tenure
",
       "      7043.0
",
       "      32.371149
",
       "      24.559481
",
       "      0.0
",
       "      9.00
",
       "      29.000
",
       "      55.0000
",
       "      72.0
",
       "    
",
       "    
",
       "      TotalCharges
",
       "      7032.0
",
       "      2283.300441
",
       "      2266.771362
",
       "      18.8
",
       "      401.45
",
       "      1397.475
",
       "      3794.7375
",
       "      8684.8
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       "    
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       "  
",
       "
",
       ""
      ],
      "text/plain": [
       "                count         mean          std   min     25%       50%  \
",
       "SeniorCitizen  7043.0     0.162147     0.368612   0.0    0.00     0.000   
",
       "tenure         7043.0    32.371149    24.559481   0.0    9.00    29.000   
",
       "TotalCharges   7032.0  2283.300441  2266.771362  18.8  401.45  1397.475   
",
       "
",
       "                     75%     max  
",
       "SeniorCitizen     0.0000     1.0  
",
       "tenure           55.0000    72.0  
",
       "TotalCharges   3794.7375  8684.8  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.to_csv('modified_data.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. Model Development"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## b) Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    Pandas Profiling Report
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       "/*# sourceMappingURL=bootstrap-theme.min.css.map */
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       "
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       "body {
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       "  padding-top: 80px;
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       "}
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       "    margin-left: 20px !important;
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       "    margin-right: 20px !important;
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       "    margin-bottom: 20px;
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       "    border:0 !important;
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       "}
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       ".row.variable {
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       "    border: 1px solid #e1e1e8;
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       "    border-top: hidden;
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       "    padding: 2em 1em;
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       "    display: block;
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       ".example_values tr, .example_values td {
",
       "    border: 0;
",
       "    padding: 0;
",
       "    color: #555;
",
       "}
",
       "
",
       "/* STATS */
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",
       "    border: 0;
",
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",
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",
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",
       "    border: 0;
",
       "    padding: 0 2em 0 0;
",
       "    color: #555;
",
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",
       "}
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",
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",
       "    border: 0;
",
       "}
",
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",
       ".stats td {
",
       "    color: #555;
",
       "    padding: 1px;
",
       "    border: 0;
",
       "}
",
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",
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",
       "/* Sample table */
",
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",
       "    border: 0;
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       "    margin-bottom: 2em;
",
       "    margin-left: 1em;
",
       "}
",
       "
",
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",
       "    border: 0;
",
       "}
",
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",
       ".sample td, .sample th {
",
       "    padding: 0.5em;
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",
       "    border: none;
",
       "
",
       "}
",
       "
",
       ".sample thead {
",
       "    border-top: 0;
",
       "    border-bottom: 2px solid #ddd;
",
       "}
",
       "
",
       ".sample td {
",
       "    width: 100%;
",
       "}
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       "/* There is no good solution available to make the divs equal height and then center ... */
",
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",
       "    margin-top: 3em;
",
       "}
",
       "
",
       "/* Freq table */
",
       "table.freq {
",
       "    margin-bottom: 2em;
",
       "    border: 0;
",
       "}
",
       "
",
       "table.freq th, table.freq tr, table.freq td {
",
       "    border: 0;
",
       "    padding: 0;
",
       "}
",
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",
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",
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       "    white-space: nowrap;
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       "    overflow: hidden;
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       "    text-overflow: ellipsis;
",
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",
       "}
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",
       "    width: auto;
",
       "    max-width: none;
",
       "
",
       "    white-space: nowrap;
",
       "    overflow: hidden;
",
       "    text-overflow: ellipsis;
",
       "}
",
       "
",
       "td.number, th.number {
",
       "    text-align: right;
",
       "}
",
       "
",
       "/* Freq mini */
",
       ".freq.mini td {
",
       "    width: 50%;
",
       "    padding: 1px;
",
       "    font-size: 12px;
",
       "
",
       "}
",
       "
",
       "table.freq.mini {
",
       "    width: 100%;
",
       "}
",
       "
",
       ".freq.mini th {
",
       "    overflow: hidden;
",
       "    text-overflow: ellipsis;
",
       "    white-space: nowrap;
",
       "    max-width: 5em;
",
       "    font-weight: 400;
",
       "    text-align: right;
",
       "    padding-right: 0.5em;
",
       "}
",
       "
",
       "/* Message classes */
",
       ".missing {
",
       "    color: #a94442;
",
       "}
",
       "
",
       ".alert, .alert > th, .alert > td {
",
       "    color: #a94442;
",
       "}
",
       "
",
       ".ignore {
",
       "    opacity: 0.4;
",
       "}
",
       "
",
       "/* Bars in tables */
",
       ".freq.table{
",
       "    table-layout: fixed;
",
       "}
",
       "
",
       ".freq td.number{
",
       "    width: 100px;
",
       "}
",
       ".freq td.bartd, .frequency-percentage{
",
       "    width:200px;
",
       "}
",
       "
",
       ".freq .bar {
",
       "    float: left;
",
       "    width: 0;
",
       "    height: 100%;
",
       "    line-height: 20px;
",
       "    color: #fff;
",
       "    text-align: center;
",
       "    background-color: #337ab7;
",
       "    border-radius: 3px;
",
       "    margin-right: 4px;
",
       "}
",
       "
",
       ".other .bar {
",
       "    background-color: #999;
",
       "}
",
       "
",
       ".missing .bar {
",
       "    background-color: #a94442;
",
       "}
",
       "
",
       ".tooltip-inner {
",
       "    width: 100%;
",
       "    white-space: nowrap;
",
       "    text-align: left;
",
       "}
",
       "
",
       ".extrapadding {
",
       "    padding: 2em;
",
       "}
",
       "
",
       ".variable .h4 {
",
       "    text-overflow: ellipsis;
",
       "    display:inline-block;
",
       "    width: calc(90%); /* The trick is here! */
",
       "    overflow:hidden;
",
       "}
",
       "
",
       ".variable.ignore .h4{
",
       "    text-decoration: line-through;
",
       "}
",
       "
",
       ".table-responsive{
",
       "    overflow:scroll;
",
       "    width: 100%;
",
       "    overflow-y: hidden;
",
       "}
",
       ".img-responsive{
",
       "    max-width: 99%;
",
       "}
",
       ".footer-text{
",
       "    padding:20px;
",
       "}
",
       "
",
       "table.list-warnings td{
",
       "    padding-right:10px;
",
       "}
",
       "
",
       "a.anchor-pos {
",
       "    display: block;
",
       "    position: relative;
",
       "    top: -70px;
",
       "    visibility: hidden;
",
       "}
",
       "
",
       "a.anchor-pos-variable{
",
       "    /*top: -70px;*/
",
       "}
",
       "
",
       "#sample-container{
",
       "    overflow: auto;
",
       "    width: 100%;
",
       "    overflow-y: hidden;
",
       "}
",
       "
",
       "#overview-content td, #overview-content th{
",
       "    border-top: 0;
",
       "    line-height: 1;
",
       "}
",
       "
",
       "
",
       "
",
       "
",
       "    
",
       "        
",
       "            
",
       "                Toggle navigation
",
       "                
",
       "                
",
       "                
",
       "            
",
       "
",
       "            Pandas Profiling Report
",
       "        
",
       "        
",
       "            
",
       "                Overview
",
       "                Variables
",
       "                Correlations
",
       "                Missing values
",
       "                Sample
",
       "            
",
       "        
",
       "    
",
       "    
",
       "    
",
       "    
",
       "        
",
       "        Overview
",
       "    
",
       "    
",
       "    
",
       "        Dataset info
",
       "        
",
       "            
",
       "            
",
       "                Number of variables
",
       "                15 
",
       "            
",
       "            
",
       "                Number of observations
",
       "                7043 
",
       "            
",
       "            
",
       "                Missing cells
",
       "                11  (
",
       "            
",
       "             
",
       "                Duplicate rows
",
       "                25 (0.4%)
",
       "            
",
       "            
",
       "                Total size in memory
",
       "                825.5 KiB 
",
       "            
",
       "            
",
       "                Average record size in memory
",
       "                120.0 B 
",
       "            
",
       "            
",
       "        
",
       "    
",
       "    
",
       "        Variables types
",
       "        
",
       "            
",
       "            
",
       "                Numeric
",
       "                2
",
       "            
",
       "            
",
       "                Categorical
",
       "                8
",
       "            
",
       "            
",
       "                Boolean
",
       "                5
",
       "            
",
       "            
",
       "                Date
",
       "                0
",
       "            
",
       "            
",
       "                URL
",
       "                0
",
       "            
",
       "            
",
       "                Text (Unique)
",
       "                0
",
       "            
",
       "            
",
       "                Rejected
",
       "                0
",
       "            
",
       "            
",
       "                Unsupported
",
       "                0
",
       "            
",
       "            
",
       "        
",
       "    
",
       "
",
       "
",
       "    Warnings
",
       "    
",
       "            
",
       "                
",
       "                    Dataset has 25 (0.4%) duplicate rows
",
       "                
",
       "                
",
       "                    Warning
",
       "                
",
       "            
",
       "    
",
       "
",
       "
",
       "    
",
       "        
",
       "        Variables
",
       "    
",
       "    
",
       "
",
       "    
",
       "        Churn
",
       "            Boolean
",
       "        
",
       "    
",
       "    
",
       "        
",
       "            
",
       "                
",
       "                    Distinct count
",
       "                    2
",
       "                
",
       "                
",
       "                    Unique (%)
",
       "                    
",
       "                
",
       "                
",
       "                    Missing (%)
",
       "                    0.0%
",
       "                
",
       "                
",
       "                    Missing (n)
",
       "                    0
",
       "                
",
       "            
",
       "        
",
       "    
",
       "
",
       "
",
       "    
",
       "            
",
       "                No
",
       "                
",
       "                    
",
       "                            5174
",
       "                    
",
       "                
",
       "            
",
       "            
",
       "                Yes
",
       "                
",
       "                    
",
       "                            1869
",
       "                    
",
       "                
",
       "            
",
       "    
",
       "
",
       "
",
       "    
",
       "        Toggle details
",
       "    
",
       "
",
       "
",
       "    
",
       "    
",
       "        
",
       "            Value
",
       "            Count
",
       "            Frequency (%)
",
       "             
",
       "        
",
       "    
",
       "    
",
       "        
",
       "            
",
       "                No
",
       "            
",
       "            
",
       "                5174
",
       "            
",
       "            
",
       "                73.5%
",
       "            
",
       "            
",
       "                 
",
       "            
",
       "        
",
       "        
",
       "            
",
       "                Yes
",
       "            
",
       "            
",
       "                1869
",
       "            
",
       "            
",
       "                26.5%
",
       "            
",
       "            
",
       "                 
",
       "            
",
       "        
",
       "    
",
       "
",
       "
",
       "
",
       "
",
       "    
",
       "        Contract
",
       "            Categorical
",
       "        
",
       "    
",
       "    
",
       "        
",
       "            Distinct count
",
       "            3
",
       "        
",
       "        
",
       "            Unique (%)
",
       "            
",
       "        
",
       "        
",
       "            Missing (%)
",
       "            0.0%
",
       "        
",
       "        
",
       "            Missing (n)
",
       "            0
",
       "        
",
       "    
",
       "
",
       "
",
       "    
",
       "            
",
       "                Month-to-month
",
       "                
",
       "                    
",
       "                            3875
",
       "                    
",
       "                
",
       "            
",
       "            
",
       "                Two year
",
       "                
",
       "                    
",
       "                            1695
",
       "                    
",
       "                
",
       "            
",
       "            
",
       "                One year
",
       "                
",
       "                    
",
       "                            1473
",
       "                    
",
       "                
",
       "            
",
       "    
",
       "
",
       "
",
       "    
",
       "        Toggle details
",
       "    
",
       "
",
       "    
",
       "        
",
       "                
",
       "                    Common values
",
       "                
",
       "                
",
       "                    Composition
",
       "                
",
       "        
",
       "
",
       "        
",
       "            
",
       "                    
",
       "    
",
       "        
",
       "            Value
",
       "            Count
",
       "            Frequency (%)
",
       "             
",
       "        
",
       "    
",
       "    
",
       "        
",
       "            
",
       "                Month-to-month
",
       "            
",
       "            
",
       "                3875
",
       "            
",
       "            
",
       "                55.0%
",
       "            
",
       "            
",
       "                 
",
       "            
",
       "        
",
       "        
",
       "            
",
       "                Two year
",
       "            
",
       "            
",
       "                1695
",
       "            
",
       "            
",
       "                24.1%
",
       "            
",
       "            
",
       "                 
",
       "            
",
       "        
",
       "        
",
       "            
",
       "                One year
",
       "            
",
       "            
",
       "                1473
",
       "            
",
       "            
",
       "                20.9%
",
       "            
",
       "            
",
       "                 
",
       "            
",
       "        
",
       "    
",
       "
",
       "            
",
       "            
",
       "                    
",
       "    
",
       "        
",
       "            Max length
",
       "            14
",
       "        
",
       "        
",
       "            Mean length
",
       "            11.30115008
",
       "        
",
       "        
",
       "            Min length
",
       "            8
",
       "        
",
       "            
",
       "                Contains chars
",
       "                True
",
       "            
",
       "            
",
       "                Contains digits
",
       "                False
",
       "            
",
       "            
",
       "                Contains spaces
",
       "                True
",
       "            
",
       "            
",
       "                Contains non-words
",
       "                True
",
       "            
",
       "    
",
       "
",
       "            
",
       "        
",
       "    
",
       "
",
       "
",
       "
",
       "    
",
       "        Dependents
",
       "            Boolean
",
       "        
",
       "    
",
       "    
",
       "        
",
       "            
",
       "                
",
       "                    Distinct count
",
       "                    2
",
       "                
",
       "                
",
       "                    Unique (%)
",
       "                    
",
       "                
",
       "                
",
       "                    Missing (%)
",
       "                    0.0%
",
       "                
",
       "                
",
       "                    Missing (n)
",
       "                    0
",
       "                
",
       "            
",
       "        
",
       "    
",
       "
",
       "
",
       "    
",
       "            
",
       "                No
",
       "                
",
       "                    
",
       "                            4933
",
       "                    
",
       "                
",
       "            
",
       "            
",
       "                Yes
",
       "                
",
       "                    
",
       "                            2110
",
       "                    
",
       "                
",
       "            
",
       "    
",
       "
",
       "
",
       "    
",
       "        Toggle details
",
       "    
",
       "
",
       "
",
       "    
",
       "    
",
       "        
",
       "            Value
",
       "            Count
",
       "            Frequency (%)
",
       "             
",
       "        
",
       "    
",
       "    
",
       "        
",
       "            
",
       "                No
",
       "            
",
       "            
",
       "                4933
",
       "            
",
       "            
",
       "                70.0%
",
       "            
",
       "            
",
       "                 
",
       "            
",
       "        
",
       "        
",
       "            
",
       "                Yes
",
       "            
",
       "            
",
       "                2110
",
       "            
",
       "            
",
       "                30.0%
",
       "            
",
       "            
",
       "                 
",
       "            
",
       "        
",
       "    
",
       "
",
       "
",
       "
",
       "
",
       "    
",
       "        DeviceProtection
",
       "            Categorical
",
       "        
",
       "    
",
       "    
",
       "        
",
       "            Distinct count
",
       "            3
",
       "        
",
       "        
",
       "            Unique (%)
",
       "            
",
       "        
",
       "        
",
       "            Missing (%)
",
       "            0.0%
",
       "        
",
       "        
",
       "            Missing (n)
",
       "            0
",
       "        
",
       "    
",
       "
",
       "
",
       "    
",
       "            
",
       "                No
",
       "                
",
       "                    
",
       "                            3095
",
       "                    
",
       "                
",
       "            
",
       "            
",
       "                Yes
",
       "                
",
       "                    
",
       "                            2422
",
       "                    
",
       "                
",
       "            
",
       "            
",
       "                No internet service
",
       "                
",
       "                    
",
       "                            1526
",
       "                    
",
       "                
",
       "            
",
       "    
",
       "
",
       "
",
       "    
",
       "        Toggle details
",
       "    
",
       "
",
       "    
",
       "        
",
       "                
",
       "                    Common values
",
       "                
",
       "                
",
       "                    Composition
",
       "                
",
       "        
",
       "
",
       "        
",
       "            
",
       "                    
",
       "    
",
       "        
",
       "            Value
",
       "            Count
",
       "            Frequency (%)
",
       "             
",
       "        
",
       "    
",
       "    
",
       "        
",
       "            
",
       "                No
",
       "            
",
       "            
",
       "                3095
",
       "            
",
       "            
",
       "                43.9%
",
       "            
",
       "            
",
       "                 
",
       "            
",
       "        
",
       "        
",
       "            
",
       "                Yes
",
       "            
",
       "            
",
       "                2422
",
       "            
",
       "            
",
       "                34.4%
",
       "            
",
       "            
",
       "                 
",
       "            
",
       "        
",
       "        
",
       "            
",
       "                No internet service
",
       "            
",
       "            
",
       "                1526
",
       "            
",
       "            
",
       "                21.7%
",
       "            
",
       "            
",
       "                 
",
       "            
",
       "        
",
       "    
",
       "
",
       "            
",
       "            
",
       "                    
",
       "    
",
       "        
",
       "            Max length
",
       "            19
",
       "        
",
       "        
",
       "            Mean length
",
       "            6.02726111
",
       "        
",
       "        
",
       "            Min length
",
       "            2
",
       "        
",
       "            
",
       "                Contains chars
",
       "                True
",
       "            
",
       "            
",
       "                Contains digits
",
       "                False
",
       "            
",
       "            
",
       "                Contains spaces
",
       "                True
",
       "            
",
       "            
",
       "                Contains non-words
",
       "                True
",
       "            
",
       "    
",
       "
",
       "            
",
       "        
",
       "    
",
       "
",
       "
",
       "
",
       "    
",
       "        gender
",
       "            Categorical
",
       "        
",
       "    
",
       "    
",
       "        
",
       "            Distinct count
",
       "            2
",
       "        
",
       "        
",
       "            Unique (%)
",
       "            
",
       "        
",
       "        
",
       "            Missing (%)
",
       "            0.0%
",
       "        
",
       "        
",
       "            Missing (n)
",
       "            0
",
       "        
",
       "    
",
       "
",
       "
",
       "    
",
       "            
",
       "                Male
",
       "                
",
       "                    
",
       "                            3555
",
       "                    
",
       "                
",
       "            
",
       "            
",
       "                Female
",
       "                
",
       "                    
",
       "                            3488
",
       "                    
",
       "                
",
       "            
",
       "    
",
       "
",
       "
",
       "    
",
       "        Toggle details
",
       "    
",
       "
",
       "    
",
       "        
",
       "                
",
       "                    Common values
",
       "                
",
       "                
",
       "                    Composition
",
       "                
",
       "        
",
       "
",
       "        
",
       "            
",
       "                    
",
       "    
",
       "        
",
       "            Value
",
       "            Count
",
       "            Frequency (%)
",
       "             
",
       "        
",
       "    
",
       "    
",
       "        
",
       "            
",
       "                Male
",
       "            
",
       "            
",
       "                3555
",
       "            
",
       "            
",
       "                50.5%
",
       "            
",
       "            
",
       "                 
",
       "            
",
       "        
",
       "        
",
       "            
",
       "                Female
",
       "            
",
       "            
",
       "                3488
",
       "            
",
       "            
",
       "                49.5%
",
       "            
",
       "            
",
       "                 
",
       "            
",
       "        
",
       "    
",
       "
",
       "            
",
       "            
",
       "                    
",
       "    
",
       "        
",
       "            Max length
",
       "            6
",
       "        
",
       "        
",
       "            Mean length
",
       "            4.990487008
",
       "        
",
       "        
",
       "            Min length
",
       "            4
",
       "        
",
       "            
",
       "                Contains chars
",
       "                True
",
       "            
",
       "            
",
       "                Contains digits
",
       "                False
",
       "            
",
       "            
",
       "                Contains spaces
",
       "                False
",
       "            
",
       "            
",
       "                Contains non-words
",
       "                False
",
       "            
",
       "    
",
       "
",
       "            
",
       "        
",
       "    
",
       "
",
       "
",
       "
",
       "    
",
       "        MultipleLines
",
       "            Categorical
",
       "        
",
       "    
",
       "    
",
       "        
",
       "            Distinct count
",
       "            3
",
       "        
",
       "        
",
       "            Unique (%)
",
       "            
",
       "        
",
       "        
",
       "            Missing (%)
",
       "            0.0%
",
       "        
",
       "        
",
       "            Missing (n)
",
       "            0
",
       "        
",
       "    
",
       "
",
       "
",
       "    
",
       "            
",
       "                No
",
       "                
",
       "                    
",
       "                            3390
",
       "                    
",
       "                
",
       "            
",
       "            
",
       "                Yes
",
       "                
",
       "                    
",
       "                            2971
",
       "                    
",
       "                
",
       "            
",
       "            
",
       "                No phone service
",
       "                
",
       "                    
",
       "                            682
",
       "                    
",
       "                
",
       "            
",
       "    
",
       "
",
       "
",
       "    
",
       "        Toggle details
",
       "    
",
       "
",
       "    
",
       "        
",
       "                
",
       "                    Common values
",
       "                
",
       "                
",
       "                    Composition
",
       "                
",
       "        
",
       "
",
       "        
",
       "            
",
       "                    
",
       "    
",
       "        
",
       "            Value
",
       "            Count
",
       "            Frequency (%)
",
       "             
",
       "        
",
       "    
",
       "    
",
       "        
",
       "            
",
       "                No
",
       "            
",
       "            
",
       "                3390
",
       "            
",
       "            
",
       "                48.1%
",
       "            
",
       "            
",
       "                 
",
       "            
",
       "        
",
       "        
",
       "            
",
       "                Yes
",
       "            
",
       "            
",
       "                2971
",
       "            
",
       "            
",
       "                42.2%
",
       "            
",
       "            
",
       "                 
",
       "            
",
       "        
",
       "        
",
       "            
",
       "                No phone service
",
       "            
",
       "            
",
       "                682
",
       "            
",
       "            
",
       "                9.7%
",
       "            
",
       "            
",
       "                 
",
       "            
",
       "        
",
       "    
",
       "
",
       "            
",
       "            
",
       "                    
",
       "    
",
       "        
",
       "            Max length
",
       "            16
",
       "        
",
       "        
",
       "            Mean length
",
       "            3.777509584
",
       "        
",
       "        
",
       "            Min length
",
       "            2
",
       "        
",
       "            
",
       "                Contains chars
",
       "                True
",
       "            
",
       "            
",
       "                Contains digits
",
       "                False
",
       "            
",
       "            
",
       "                Contains spaces
",
       "                True
",
       "            
",
       "            
",
       "                Contains non-words
",
       "                True
",
       "            
",
       "    
",
       "
",
       "            
",
       "        
",
       "    
",
       "
",
       "
",
       "
",
       "    
",
       "        OnlineBackup
",
       "            Categorical
",
       "        
",
       "    
",
       "    
",
       "        
",
       "            Distinct count
",
       "            3
",
       "        
",
       "        
",
       "            Unique (%)
",
       "            
",
       "        
",
       "        
",
       "            Missing (%)
",
       "            0.0%
",
       "        
",
       "        
",
       "            Missing (n)
",
       "            0
",

customerID,gender,SeniorCitizen,Partner,Dependents,tenure,PhoneService,MultipleLines,InternetService,OnlineSecurity,OnlineBackup,DeviceProtection,TechSupport,StreamingTV,StreamingMovies,Contract,Paper...

Answer To: customerID,gender,SeniorCitizen,Partner,Dependents,tenure,PhoneService,MultipleLines,InternetService...

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	customerID	gender	Partner	Dependents	tenure	PhoneService	MultipleLines	InternetService	OnlineSecurity	...	DeviceProtection	TechSupport	StreamingTV	StreamingMovies	Contract	PaperlessBilling	PaymentMethod	MonthlyCharges	TotalCharges	Churn
0	7590-VHVEG	Female	Yes	No	1	No	No phone service	DSL	No	...	No	No	No	No	Month-to-month	Yes	Electronic check	29.85	29.85	No
1	5575-GNVDE	Male	No	No	34	Yes	No	DSL	Yes	...	Yes	No	No	No	One year	No	Mailed check	56.95	1889.5	No
2	3668-QPYBK	Male	No	No	2	Yes	No	DSL	Yes	...	No	No	No	No	Month-to-month	Yes	Mailed check	53.85	108.15	Yes
3	7795-CFOCW	Male	No	No	45	No	No phone service	DSL	Yes	...	Yes	Yes	No	No	One year	No	Bank transfer (automatic)	42.30	1840.75	No
4	9237-HQITU	Female	No	No	2	Yes	No	Fiber optic	No	...	No	No	No	No	Month-to-month	Yes	Electronic check	70.70	151.65	Yes

	count	mean	std	min	25%	50%	75%	max
SeniorCitizen	7043.0	0.162147	0.368612	0.0	0.00	0.000	0.0000	1.0
tenure	7043.0	32.371149	24.559481	0.0	9.00	29.000	55.0000	72.0
TotalCharges	7032.0	2283.300441	2266.771362	18.8	401.45	1397.475	3794.7375	8684.8